Overview
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 1419910 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 136643 |
| Duplicate rows (%) | 9.6% |
| Total size in memory | 270.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 23 |
|---|---|
| Categorical | 2 |
is_Origination_channel_tpo has constant value "0.0" | Constant |
| Dataset has 136643 (9.6%) duplicate rows | Duplicates |
CLoan_to_value is highly overall correlated with Mortgage_Insurance and 2 other fields | High correlation |
Mortgage_Insurance is highly overall correlated with CLoan_to_value and 4 other fields | High correlation |
Number_of_units is highly overall correlated with is_Loan_purpose_cash and 2 other fields | High correlation |
OLoan_to_value is highly overall correlated with CLoan_to_value and 2 other fields | High correlation |
is_First_time_homeowner is highly overall correlated with Mortgage_Insurance and 3 other fields | High correlation |
is_First_time_homeowner_No is highly overall correlated with Mortgage_Insurance and 3 other fields | High correlation |
is_Loan_purpose_cash is highly overall correlated with Number_of_units and 3 other fields | High correlation |
is_Loan_purpose_noca is highly overall correlated with is_Loan_purpose_purc and 2 other fields | High correlation |
is_Loan_purpose_purc is highly overall correlated with CLoan_to_value and 6 other fields | High correlation |
is_Occupancy_status_inve is highly overall correlated with is_Occupancy_status_prim | High correlation |
is_Occupancy_status_prim is highly overall correlated with is_Occupancy_status_inve | High correlation |
is_Occupancy_status_seco is highly overall correlated with Number_of_units and 4 other fields | High correlation |
is_Origination_channel_brok is highly overall correlated with is_Origination_channel_reta and 2 other fields | High correlation |
is_Origination_channel_corr is highly overall correlated with is_Origination_channel_reta | High correlation |
is_Origination_channel_reta is highly overall correlated with is_Origination_channel_brok and 1 other fields | High correlation |
is_Property_type_cond is highly overall correlated with is_Origination_channel_brok and 2 other fields | High correlation |
is_Property_type_coop is highly overall correlated with Number_of_units and 6 other fields | High correlation |
is_Property_type_manu is highly overall correlated with is_Occupancy_status_seco and 4 other fields | High correlation |
is_Property_type_pud is highly overall correlated with is_Property_type_cond and 2 other fields | High correlation |
is_Property_type_sing is highly overall correlated with is_Property_type_pud | High correlation |
DFlag is highly imbalanced (82.6%) | Imbalance |
is_Property_type_coop is highly skewed (γ1 = 29.33502469) | Skewed |
Reproduction
| Analysis started | 2025-12-05 01:38:26.227389 |
|---|---|
| Analysis finished | 2025-12-05 01:40:58.581204 |
| Duration | 2 minutes and 32.35 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Credit_Score
Real number (ℝ)
| Distinct | 524 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.6894518 × 10-16 |
| Minimum | -14.74573 |
|---|---|
| Maximum | 1.3256295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 607258 |
| Negative (%) | 42.8% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -14.74573 |
|---|---|
| 5-th percentile | -2.0203309 |
| Q1 | -0.57888198 |
| median | 0.22301507 |
| Q3 | 0.80933917 |
| 95-th percentile | 1.21584 |
| Maximum | 1.3256295 |
| Range | 16.071359 |
| Interquartile range (IQR) | 1.3882212 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.7104307 × 1015 |
| Kurtosis | 0.017736332 |
| Mean | -3.6894518 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6661343 |
| Skewness | -0.8273442 |
| Sum | -5.0567905 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.215839996 | 11660 | 0.8% |
| 1.139468848 | 10846 | 0.8% |
| 1.177654422 | 10821 | 0.8% |
| 1.101283274 | 10805 | 0.8% |
| 1.024912126 | 10693 | 0.8% |
| 0.9485409778 | 10396 | 0.7% |
| 0.9867265518 | 9915 | 0.7% |
| 1.292211144 | 9817 | 0.7% |
| 1.0630977 | 9812 | 0.7% |
| 1.25402557 | 9629 | 0.7% |
| Other values (514) | 1315516 |
| Value | Count | Frequency (%) |
| -14.74572994 | 1 | < 0.1% |
| -6.878595643 | 1 | < 0.1% |
| -4.430030221 | 1 | < 0.1% |
| -3.74399978 | 1 | < 0.1% |
| -3.705002631 | 10 | < 0.1% |
| -3.691573983 | 11 | < 0.1% |
| -3.666005482 | 15 | |
| -3.652707865 | 9 | < 0.1% |
| -3.633727902 | 33 | |
| -3.627008334 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.325629544 | 4399 | |
| 1.325057337 | 7091 | |
| 1.322155214 | 4164 | |
| 1.292211144 | 9817 | |
| 1.288220325 | 7042 | |
| 1.286632395 | 4241 | |
| 1.283289097 | 4183 | |
| 1.25402557 | 9629 | |
| 1.251383313 | 8206 | |
| 1.247635246 | 5112 |
Mortgage_Insurance
Real number (ℝ)
High correlation
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.9436683 × 10-17 |
| Minimum | -0.70968092 |
|---|---|
| Maximum | 3.6315708 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 965279 |
| Negative (%) | 68.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.70968092 |
|---|---|
| 5-th percentile | -0.70968092 |
| Q1 | -0.68194217 |
| median | -0.60252312 |
| Q3 | 1.3029405 |
| 95-th percentile | 1.768082 |
| Maximum | 3.6315708 |
| Range | 4.3412518 |
| Interquartile range (IQR) | 1.9848827 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.5357111 × 1016 |
| Kurtosis | -0.89932614 |
| Mean | -3.9436683 × 10-17 |
| Median Absolute Deviation (MAD) | 0.1071578 |
| Skewness | 0.96321866 |
| Sum | 1.4551915 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.681942167 | 347961 | |
| -0.7096809171 | 265648 | |
| -0.601420843 | 172731 | |
| -0.6025231188 | 172445 | |
| 1.359744607 | 76272 | 5.4% |
| 1.302940511 | 70219 | 4.9% |
| 1.768081962 | 65072 | 4.6% |
| 1.705464797 | 52241 | 3.7% |
| 1.937933262 | 32654 | 2.3% |
| 1.9443003 | 32532 | 2.3% |
| Other values (50) | 132135 | 9.3% |
| Value | Count | Frequency (%) |
| -0.7096809171 | 265648 | |
| -0.681942167 | 347961 | |
| -0.6025231188 | 172445 | |
| -0.601420843 | 172731 | |
| -0.2266517744 | 1345 | 0.1% |
| -0.1919373412 | 2174 | 0.2% |
| -0.09443184265 | 1464 | 0.1% |
| -0.09227661435 | 1511 | 0.1% |
| 0.2471528714 | 1 | < 0.1% |
| 0.2563773684 | 16836 | 1.2% |
| Value | Count | Frequency (%) |
| 3.631570849 | 1 | < 0.1% |
| 3.564766323 | 1 | < 0.1% |
| 2.829759084 | 1 | < 0.1% |
| 2.784752056 | 2 | < 0.1% |
| 2.503089201 | 1 | < 0.1% |
| 2.368587157 | 71 | < 0.1% |
| 2.361342659 | 79 | < 0.1% |
| 2.198872415 | 1 | < 0.1% |
| 2.176419317 | 2739 | |
| 2.114015043 | 2 | < 0.1% |
Number_of_units
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6397563 × 10-16 |
| Minimum | -0.13364156 |
|---|---|
| Maximum | 14.170713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1391363 |
| Negative (%) | 98.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.13364156 |
|---|---|
| 5-th percentile | -0.13364156 |
| Q1 | -0.13364156 |
| median | -0.12920909 |
| Q3 | -0.12333579 |
| 95-th percentile | -0.1232318 |
| Maximum | 14.170713 |
| Range | 14.304355 |
| Interquartile range (IQR) | 0.010305765 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -6.0984692 × 1015 |
| Kurtosis | 103.53133 |
| Mean | -1.6397563 × 10-16 |
| Median Absolute Deviation (MAD) | 0.0044324623 |
| Skewness | 9.505424 |
| Sum | -2.1282176 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1292090949 | 515247 | |
| -0.1336415571 | 401795 | |
| -0.1233357922 | 237293 | |
| -0.1232317996 | 237028 | |
| 4.637431713 | 7918 | 0.6% |
| 4.27802285 | 6425 | 0.5% |
| 4.485527017 | 3155 | 0.2% |
| 4.443946319 | 3094 | 0.2% |
| 9.40407252 | 1698 | 0.1% |
| 8.689687258 | 1498 | 0.1% |
| Other values (6) | 4759 | 0.3% |
| Value | Count | Frequency (%) |
| -0.1336415571 | 401795 | |
| -0.1292090949 | 515247 | |
| -0.1233357922 | 237293 | |
| -0.1232317996 | 237028 | |
| 4.27802285 | 6425 | 0.5% |
| 4.443946319 | 3094 | 0.2% |
| 4.485527017 | 3155 | 0.2% |
| 4.637431713 | 7918 | 0.6% |
| 8.689687258 | 1498 | 0.1% |
| 9.011124438 | 804 | 0.1% |
| Value | Count | Frequency (%) |
| 14.17071333 | 980 | 0.1% |
| 13.70325264 | 590 | < 0.1% |
| 13.57830256 | 605 | < 0.1% |
| 13.10135167 | 1007 | 0.1% |
| 9.40407252 | 1698 | 0.1% |
| 9.094389826 | 773 | 0.1% |
| 9.011124438 | 804 | 0.1% |
| 8.689687258 | 1498 | 0.1% |
| 4.637431713 | 7918 | |
| 4.485527017 | 3155 | 0.2% |
CLoan_to_value
Real number (ℝ)
High correlation
| Distinct | 387 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.3043604 × 10-16 |
| Minimum | -4.5162549 |
|---|---|
| Maximum | 2.4815234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 583105 |
| Negative (%) | 41.1% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -4.5162549 |
|---|---|
| 5-th percentile | -1.9949564 |
| Q1 | -0.46191536 |
| median | 0.17084469 |
| Q3 | 0.82583909 |
| 95-th percentile | 1.2450914 |
| Maximum | 2.4815234 |
| Range | 6.9977783 |
| Interquartile range (IQR) | 1.2877544 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.3232263 × 1015 |
| Kurtosis | 0.92378016 |
| Mean | -4.3043604 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6549944 |
| Skewness | -0.99022931 |
| Sum | -6.3300831 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2126226887 | 102415 | 7.2% |
| 0.1708446886 | 89045 | 6.3% |
| 1.132447294 | 72055 | 5.1% |
| 1.08250019 | 62720 | 4.4% |
| 0.2760431487 | 52496 | 3.7% |
| 0.274077952 | 52209 | 3.7% |
| 0.8258390923 | 33842 | 2.4% |
| -0.09398551307 | 33489 | 2.4% |
| 1.245091369 | 33035 | 2.3% |
| 1.24571968 | 32974 | 2.3% |
| Other values (377) | 855630 |
| Value | Count | Frequency (%) |
| -4.516254905 | 3 | |
| -4.507694405 | 4 | |
| -4.451520678 | 1 | < 0.1% |
| -4.448209852 | 1 | < 0.1% |
| -4.447821978 | 1 | < 0.1% |
| -4.443049303 | 5 | |
| -4.387432819 | 3 | |
| -4.38678645 | 7 | |
| -4.386500338 | 6 | |
| -4.378404201 | 3 |
| Value | Count | Frequency (%) |
| 2.481523382 | 1 | < 0.1% |
| 1.745663698 | 110 | < 0.1% |
| 1.684342057 | 229 | < 0.1% |
| 1.623020417 | 353 | < 0.1% |
| 1.561698777 | 918 | |
| 1.504300088 | 14 | < 0.1% |
| 1.50402828 | 11 | < 0.1% |
| 1.500377136 | 1164 | |
| 1.439654986 | 8 | < 0.1% |
| 1.439294052 | 7 | < 0.1% |
Debt_to_income
Real number (ℝ)
| Distinct | 204 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.1987817 × 10-17 |
| Minimum | -4.2864145 |
|---|---|
| Maximum | 2.0524391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 611286 |
| Negative (%) | 43.1% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -4.2864145 |
|---|---|
| 5-th percentile | -1.8943943 |
| Q1 | -0.69838413 |
| median | 0.2058447 |
| Q3 | 0.79043749 |
| 95-th percentile | 1.3750303 |
| Maximum | 2.0524391 |
| Range | 6.3388536 |
| Interquartile range (IQR) | 1.4888216 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -1.2196938 × 1016 |
| Kurtosis | -0.036890652 |
| Mean | -8.1987817 × 10-17 |
| Median Absolute Deviation (MAD) | 0.66928189 |
| Skewness | -0.6897523 |
| Sum | -2.1827873 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9760300313 | 36308 | 2.6% |
| 0.8564290194 | 33446 | 2.4% |
| 0.7368280076 | 29743 | 2.1% |
| 0.6172269957 | 27247 | 1.9% |
| 0.4976259839 | 25452 | 1.8% |
| 0.9073560505 | 24591 | 1.7% |
| 0.378024972 | 24358 | 1.7% |
| 0.7904374917 | 24155 | 1.7% |
| 0.2584239601 | 23181 | 1.6% |
| 0.1388229483 | 22083 | 1.6% |
| Other values (194) | 1149346 |
| Value | Count | Frequency (%) |
| -4.286414491 | 36 | |
| -4.237060534 | 27 | |
| -4.166813479 | 29 | |
| -4.162878253 | 14 | < 0.1% |
| -4.152843579 | 15 | < 0.1% |
| -4.120141975 | 30 | |
| -4.047212467 | 43 | |
| -4.043549958 | 15 | < 0.1% |
| -4.03383047 | 20 | |
| -4.003223417 | 37 |
| Value | Count | Frequency (%) |
| 2.052439138 | 1 | < 0.1% |
| 1.932838126 | 1 | < 0.1% |
| 1.803536515 | 1 | < 0.1% |
| 1.693636102 | 1 | < 0.1% |
| 1.684208219 | 3049 | 0.2% |
| 1.67879878 | 3015 | 0.2% |
| 1.574035091 | 11883 | |
| 1.564879924 | 3273 | 0.2% |
| 1.559785671 | 3347 | 0.2% |
| 1.491948844 | 13406 |
OLoan_to_value
Real number (ℝ)
High correlation
| Distinct | 373 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2298173 × 10-16 |
| Minimum | -4.4565886 |
|---|---|
| Maximum | 2.4989856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 591210 |
| Negative (%) | 41.6% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -4.4565886 |
|---|---|
| 5-th percentile | -1.9850646 |
| Q1 | -0.47085268 |
| median | 0.18392658 |
| Q3 | 0.81545809 |
| 95-th percentile | 1.264871 |
| Maximum | 2.4989856 |
| Range | 6.9555742 |
| Interquartile range (IQR) | 1.2863108 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 8.1312922 × 1015 |
| Kurtosis | 0.87671582 |
| Mean | 1.2298173 × 10-16 |
| Median Absolute Deviation (MAD) | 0.65477925 |
| Skewness | -0.97433833 |
| Sum | 1.6370905 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2262477979 | 102690 | 7.2% |
| 0.1839265768 | 89710 | 6.3% |
| 1.147627983 | 72324 | 5.1% |
| 1.093397274 | 62116 | 4.4% |
| 0.3018230574 | 52957 | 3.7% |
| 0.300580085 | 52681 | 3.7% |
| -0.08087893041 | 33918 | 2.4% |
| 0.8405012545 | 32896 | 2.3% |
| 1.264871035 | 32522 | 2.3% |
| 1.264888744 | 32473 | 2.3% |
| Other values (363) | 855623 |
| Value | Count | Frequency (%) |
| -4.456588604 | 3 | |
| -4.449300996 | 4 | |
| -4.442078472 | 1 | < 0.1% |
| -4.424058289 | 1 | < 0.1% |
| -4.392302541 | 1 | < 0.1% |
| -4.385096617 | 5 | |
| -4.380653127 | 6 | |
| -4.363426909 | 3 | |
| -4.328016477 | 7 | |
| -4.320892238 | 4 |
| Value | Count | Frequency (%) |
| 2.498985587 | 1 | < 0.1% |
| 1.393443162 | 3907 | 0.3% |
| 1.393297502 | 3888 | 0.3% |
| 1.329157099 | 69 | < 0.1% |
| 1.329093123 | 58 | < 0.1% |
| 1.270478674 | 27415 | |
| 1.264888744 | 32473 | |
| 1.264871035 | 32522 | |
| 1.214660034 | 25162 | |
| 1.209053328 | 486 | < 0.1% |
Single_borrower
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0496954 × 10-17 |
| Minimum | -1.0418488 |
|---|---|
| Maximum | 1.0196166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 696349 |
| Negative (%) | 49.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -1.0418488 |
|---|---|
| 5-th percentile | -1.0418488 |
| Q1 | -1.0374197 |
| median | 0.95983216 |
| Q3 | 0.96393 |
| 95-th percentile | 1.0196166 |
| Maximum | 1.0196166 |
| Range | 2.0614654 |
| Interquartile range (IQR) | 2.0013497 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 4.8787753 × 1016 |
| Kurtosis | -1.9955912 |
| Mean | 2.0496954 × 10-17 |
| Median Absolute Deviation (MAD) | 0.059784468 |
| Skewness | -0.038365347 |
| Sum | 2.910383 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9639299981 | 272576 | |
| -1.037419732 | 253267 | |
| 0.9598321625 | 213777 | |
| -1.041848814 | 196948 | |
| -0.9807607778 | 123254 | |
| -0.9826414961 | 122880 | |
| 1.017665144 | 118651 | |
| 1.019616631 | 118557 |
| Value | Count | Frequency (%) |
| -1.041848814 | 196948 | |
| -1.037419732 | 253267 | |
| -0.9826414961 | 122880 | |
| -0.9807607778 | 123254 | |
| 0.9598321625 | 213777 | |
| 0.9639299981 | 272576 | |
| 1.017665144 | 118651 | |
| 1.019616631 | 118557 |
| Value | Count | Frequency (%) |
| 1.019616631 | 118557 | |
| 1.017665144 | 118651 | |
| 0.9639299981 | 272576 | |
| 0.9598321625 | 213777 | |
| -0.9807607778 | 123254 | |
| -0.9826414961 | 122880 | |
| -1.037419732 | 253267 | |
| -1.041848814 | 196948 |
is_Loan_purpose_purc
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0496954 × 10-17 |
| Minimum | -1.2341197 |
|---|---|
| Maximum | 1.0991625 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 689829 |
| Negative (%) | 48.6% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -1.2341197 |
|---|---|
| 5-th percentile | -1.2341197 |
| Q1 | -0.99927951 |
| median | 0.8102942 |
| Q3 | 1.000721 |
| 95-th percentile | 1.0991625 |
| Maximum | 1.0991625 |
| Range | 2.3332822 |
| Interquartile range (IQR) | 2.0000005 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 4.8787753 × 1016 |
| Kurtosis | -1.936387 |
| Mean | 2.0496954 × 10-17 |
| Median Absolute Deviation (MAD) | 0.28886834 |
| Skewness | -0.059091863 |
| Sum | 2.910383 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.9992795121 | 263111 | |
| 1.000721007 | 262732 | |
| 0.8102942041 | 247936 | |
| -1.234119651 | 162789 | |
| -0.9097835451 | 132303 | |
| -0.9137720785 | 131626 | |
| 1.094364802 | 109905 | |
| 1.099162549 | 109508 |
| Value | Count | Frequency (%) |
| -1.234119651 | 162789 | |
| -0.9992795121 | 263111 | |
| -0.9137720785 | 131626 | |
| -0.9097835451 | 132303 | |
| 0.8102942041 | 247936 | |
| 1.000721007 | 262732 | |
| 1.094364802 | 109905 | |
| 1.099162549 | 109508 |
| Value | Count | Frequency (%) |
| 1.099162549 | 109508 | |
| 1.094364802 | 109905 | |
| 1.000721007 | 262732 | |
| 0.8102942041 | 247936 | |
| -0.9097835451 | 132303 | |
| -0.9137720785 | 131626 | |
| -0.9992795121 | 263111 | |
| -1.234119651 | 162789 |
is_Loan_purpose_cash
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.1987817 × 10-17 |
| Minimum | -0.62890372 |
|---|---|
| Maximum | 1.6254685 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1024925 |
| Negative (%) | 72.2% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.62890372 |
|---|---|
| 5-th percentile | -0.62890372 |
| Q1 | -0.6179622 |
| median | -0.6179622 |
| Q3 | 1.5900685 |
| 95-th percentile | 1.6254685 |
| Maximum | 1.6254685 |
| Range | 2.2543722 |
| Interquartile range (IQR) | 2.2080307 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -1.2196938 × 1016 |
| Kurtosis | -1.0191041 |
| Mean | -8.1987817 × 10-17 |
| Median Absolute Deviation (MAD) | 0.010369392 |
| Skewness | 0.99018977 |
| Sum | 0 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.6179622046 | 380528 | |
| -0.6152072592 | 297955 | |
| -0.6283315966 | 173366 | |
| -0.6289037186 | 173076 | |
| 1.618221944 | 145315 | 10.2% |
| 1.625468466 | 112770 | 7.9% |
| 1.590068512 | 68455 | 4.8% |
| 1.591516335 | 68445 | 4.8% |
| Value | Count | Frequency (%) |
| -0.6289037186 | 173076 | |
| -0.6283315966 | 173366 | |
| -0.6179622046 | 380528 | |
| -0.6152072592 | 297955 | |
| 1.590068512 | 68455 | 4.8% |
| 1.591516335 | 68445 | 4.8% |
| 1.618221944 | 145315 | 10.2% |
| 1.625468466 | 112770 | 7.9% |
| Value | Count | Frequency (%) |
| 1.625468466 | 112770 | 7.9% |
| 1.618221944 | 145315 | 10.2% |
| 1.591516335 | 68445 | 4.8% |
| 1.590068512 | 68455 | 4.8% |
| -0.6152072592 | 297955 | |
| -0.6179622046 | 380528 | |
| -0.6283315966 | 173366 | |
| -0.6289037186 | 173076 |
is_Loan_purpose_noca
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.1987817 × 10-17 |
| Minimum | -0.59903886 |
|---|---|
| Maximum | 2.6854012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1125066 |
| Negative (%) | 79.2% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.59903886 |
|---|---|
| 5-th percentile | -0.59903886 |
| Q1 | -0.59512767 |
| median | -0.53729176 |
| Q3 | -0.37238383 |
| 95-th percentile | 1.8611862 |
| Maximum | 2.6854012 |
| Range | 3.2844401 |
| Interquartile range (IQR) | 0.22274384 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 1.2196938 × 1016 |
| Kurtosis | 0.5920584 |
| Mean | 8.1987817 × 10-17 |
| Median Absolute Deviation (MAD) | 0.061747108 |
| Skewness | 1.5262188 |
| Sum | 4.3655746 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.5372917561 | 408047 | |
| -0.3723838342 | 360706 | |
| -0.5951276716 | 178360 | |
| -0.5990388642 | 177953 | |
| 1.861186197 | 117796 | 8.3% |
| 1.669340772 | 63858 | 4.5% |
| 1.680311718 | 63171 | 4.4% |
| 2.685401213 | 50019 | 3.5% |
| Value | Count | Frequency (%) |
| -0.5990388642 | 177953 | |
| -0.5951276716 | 178360 | |
| -0.5372917561 | 408047 | |
| -0.3723838342 | 360706 | |
| 1.669340772 | 63858 | 4.5% |
| 1.680311718 | 63171 | 4.4% |
| 1.861186197 | 117796 | 8.3% |
| 2.685401213 | 50019 | 3.5% |
| Value | Count | Frequency (%) |
| 2.685401213 | 50019 | 3.5% |
| 1.861186197 | 117796 | 8.3% |
| 1.680311718 | 63171 | 4.4% |
| 1.669340772 | 63858 | 4.5% |
| -0.3723838342 | 360706 | |
| -0.5372917561 | 408047 | |
| -0.5951276716 | 178360 | |
| -0.5990388642 | 177953 |
is_First_time_homeowner
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0 |
| Minimum | -0.65283827 |
|---|---|
| Maximum | 1.996471 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1069851 |
| Negative (%) | 75.3% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.65283827 |
|---|---|
| 5-th percentile | -0.65283827 |
| Q1 | -0.57394586 |
| median | -0.50140212 |
| Q3 | -0.5008838 |
| 95-th percentile | 1.9944072 |
| Maximum | 1.996471 |
| Range | 2.6493093 |
| Interquartile range (IQR) | 0.073062058 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | -0.51089249 |
| Mean | 0 |
| Median Absolute Deviation (MAD) | 0.072543736 |
| Skewness | 1.1955987 |
| Sum | 1.4551915 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.573945857 | 395545 | |
| -0.6528382658 | 287986 | |
| -0.5008837993 | 193312 | |
| -0.5014021209 | 193008 | |
| 1.742324625 | 130298 | 9.2% |
| 1.531772956 | 122739 | 8.6% |
| 1.9944072 | 48523 | 3.4% |
| 1.996471041 | 48499 | 3.4% |
| Value | Count | Frequency (%) |
| -0.6528382658 | 287986 | |
| -0.573945857 | 395545 | |
| -0.5014021209 | 193008 | |
| -0.5008837993 | 193312 | |
| 1.531772956 | 122739 | 8.6% |
| 1.742324625 | 130298 | 9.2% |
| 1.9944072 | 48523 | 3.4% |
| 1.996471041 | 48499 | 3.4% |
| Value | Count | Frequency (%) |
| 1.996471041 | 48499 | 3.4% |
| 1.9944072 | 48523 | 3.4% |
| 1.742324625 | 130298 | 9.2% |
| 1.531772956 | 122739 | 8.6% |
| -0.5008837993 | 193312 | |
| -0.5014021209 | 193008 | |
| -0.573945857 | 395545 | |
| -0.6528382658 | 287986 |
is_First_time_homeowner_No
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.1987817 × 10-17 |
| Minimum | -1.996471 |
|---|---|
| Maximum | 0.65283827 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 350059 |
| Negative (%) | 24.7% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -1.996471 |
|---|---|
| 5-th percentile | -1.9944072 |
| Q1 | 0.5008838 |
| median | 0.50140212 |
| Q3 | 0.57394586 |
| 95-th percentile | 0.65283827 |
| Maximum | 0.65283827 |
| Range | 2.6493093 |
| Interquartile range (IQR) | 0.073062058 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -1.2196938 × 1016 |
| Kurtosis | -0.51089249 |
| Mean | -8.1987817 × 10-17 |
| Median Absolute Deviation (MAD) | 0.072543736 |
| Skewness | -1.1955987 |
| Sum | -5.8207661 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.573945857 | 395545 | |
| 0.6528382658 | 287986 | |
| 0.5008837993 | 193312 | |
| 0.5014021209 | 193008 | |
| -1.742324625 | 130298 | 9.2% |
| -1.531772956 | 122739 | 8.6% |
| -1.9944072 | 48523 | 3.4% |
| -1.996471041 | 48499 | 3.4% |
| Value | Count | Frequency (%) |
| -1.996471041 | 48499 | 3.4% |
| -1.9944072 | 48523 | 3.4% |
| -1.742324625 | 130298 | 9.2% |
| -1.531772956 | 122739 | 8.6% |
| 0.5008837993 | 193312 | |
| 0.5014021209 | 193008 | |
| 0.573945857 | 395545 | |
| 0.6528382658 | 287986 |
| Value | Count | Frequency (%) |
| 0.6528382658 | 287986 | |
| 0.573945857 | 395545 | |
| 0.5014021209 | 193008 | |
| 0.5008837993 | 193312 | |
| -1.531772956 | 122739 | 8.6% |
| -1.742324625 | 130298 | 9.2% |
| -1.9944072 | 48523 | 3.4% |
| -1.996471041 | 48499 | 3.4% |
is_Occupancy_status_prim
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2298173 × 10-16 |
| Minimum | -3.4547403 |
|---|---|
| Maximum | 0.30842583 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 114771 |
| Negative (%) | 8.1% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -3.4547403 |
|---|---|
| 5-th percentile | -3.3916878 |
| Q1 | 0.28945736 |
| median | 0.29305846 |
| Q3 | 0.30842583 |
| 95-th percentile | 0.30842583 |
| Maximum | 0.30842583 |
| Range | 3.7631662 |
| Interquartile range (IQR) | 0.018968471 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -8.1312922 × 1015 |
| Kurtosis | 7.4885496 |
| Mean | -1.2298173 × 10-16 |
| Median Absolute Deviation (MAD) | 0.0036011055 |
| Skewness | -3.0788565 |
| Sum | -1.6007107 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2894573556 | 485191 | |
| 0.3084258265 | 375048 | |
| 0.2930584611 | 222686 | |
| 0.2948384581 | 222214 | |
| -3.454740329 | 40652 | 2.9% |
| -3.242270634 | 35677 | 2.5% |
| -3.391687795 | 19317 | 1.4% |
| -3.412288443 | 19125 | 1.3% |
| Value | Count | Frequency (%) |
| -3.454740329 | 40652 | 2.9% |
| -3.412288443 | 19125 | 1.3% |
| -3.391687795 | 19317 | 1.4% |
| -3.242270634 | 35677 | 2.5% |
| 0.2894573556 | 485191 | |
| 0.2930584611 | 222686 | |
| 0.2948384581 | 222214 | |
| 0.3084258265 | 375048 |
| Value | Count | Frequency (%) |
| 0.3084258265 | 375048 | |
| 0.2948384581 | 222214 | |
| 0.2930584611 | 222686 | |
| 0.2894573556 | 485191 | |
| -3.242270634 | 35677 | 2.5% |
| -3.391687795 | 19317 | 1.4% |
| -3.412288443 | 19125 | 1.3% |
| -3.454740329 | 40652 | 2.9% |
is_Occupancy_status_inve
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.0993909 × 10-17 |
| Minimum | -0.2515887 |
|---|---|
| Maximum | 4.3437165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1341596 |
| Negative (%) | 94.5% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.2515887 |
|---|---|
| 5-th percentile | -0.2515887 |
| Q1 | -0.2515887 |
| median | -0.24464137 |
| Q3 | -0.2302176 |
| 95-th percentile | 3.9747413 |
| Maximum | 4.3437165 |
| Range | 4.5953052 |
| Interquartile range (IQR) | 0.021371098 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.4393877 × 1016 |
| Kurtosis | 13.280926 |
| Mean | -4.0993909 × 10-17 |
| Median Absolute Deviation (MAD) | 0.0069473272 |
| Skewness | 3.9055755 |
| Sum | -2.910383 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2302176018 | 499376 | |
| -0.2515887 | 386275 | |
| -0.2446413728 | 228156 | |
| -0.2456170993 | 227789 | |
| 4.343716519 | 26467 | 1.9% |
| 3.974741313 | 24450 | 1.7% |
| 4.071377778 | 13742 | 1.0% |
| 4.087616042 | 13655 | 1.0% |
| Value | Count | Frequency (%) |
| -0.2515887 | 386275 | |
| -0.2456170993 | 227789 | |
| -0.2446413728 | 228156 | |
| -0.2302176018 | 499376 | |
| 3.974741313 | 24450 | 1.7% |
| 4.071377778 | 13742 | 1.0% |
| 4.087616042 | 13655 | 1.0% |
| 4.343716519 | 26467 | 1.9% |
| Value | Count | Frequency (%) |
| 4.343716519 | 26467 | 1.9% |
| 4.087616042 | 13655 | 1.0% |
| 4.071377778 | 13742 | 1.0% |
| 3.974741313 | 24450 | 1.7% |
| -0.2302176018 | 499376 | |
| -0.2446413728 | 228156 | |
| -0.2456170993 | 227789 | |
| -0.2515887 | 386275 |
is_Occupancy_status_seco
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1490863 × 10-17 |
| Minimum | -0.16763881 |
|---|---|
| Maximum | 6.5731852 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1383453 |
| Negative (%) | 97.4% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.16763881 |
|---|---|
| 5-th percentile | -0.16763881 |
| Q1 | -0.16763881 |
| median | -0.16650404 |
| Q3 | -0.1537117 |
| 95-th percentile | -0.15213324 |
| Maximum | 6.5731852 |
| Range | 6.740824 |
| Interquartile range (IQR) | 0.013927106 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 1.6262584 × 1016 |
| Kurtosis | 34.235148 |
| Mean | 6.1490863 × 10-17 |
| Median Absolute Deviation (MAD) | 0.0011347612 |
| Skewness | 6.0135353 |
| Sum | 5.8207661 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.1665040439 | 511658 | |
| -0.1676388051 | 399498 | |
| -0.152133245 | 236341 | |
| -0.1537116991 | 235956 | |
| 6.005860139 | 14185 | 1.0% |
| 5.965205964 | 11227 | 0.8% |
| 6.505685682 | 5575 | 0.4% |
| 6.573185238 | 5470 | 0.4% |
| Value | Count | Frequency (%) |
| -0.1676388051 | 399498 | |
| -0.1665040439 | 511658 | |
| -0.1537116991 | 235956 | |
| -0.152133245 | 236341 | |
| 5.965205964 | 11227 | 0.8% |
| 6.005860139 | 14185 | 1.0% |
| 6.505685682 | 5575 | 0.4% |
| 6.573185238 | 5470 | 0.4% |
| Value | Count | Frequency (%) |
| 6.573185238 | 5470 | 0.4% |
| 6.505685682 | 5575 | 0.4% |
| 6.005860139 | 14185 | 1.0% |
| 5.965205964 | 11227 | 0.8% |
| -0.152133245 | 236341 | |
| -0.1537116991 | 235956 | |
| -0.1665040439 | 511658 | |
| -0.1676388051 | 399498 |
is_Origination_channel_reta
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0496954 × 10-17 |
| Minimum | -1.2063821 |
|---|---|
| Maximum | 0.93653205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 613962 |
| Negative (%) | 43.2% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -1.2063821 |
|---|---|
| 5-th percentile | -1.2063821 |
| Q1 | -1.1831355 |
| median | 0.82892476 |
| Q3 | 0.84521175 |
| 95-th percentile | 0.93653205 |
| Maximum | 0.93653205 |
| Range | 2.1429142 |
| Interquartile range (IQR) | 2.0283472 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 4.8787753 × 1016 |
| Kurtosis | -1.912662 |
| Mean | 2.0496954 × 10-17 |
| Median Absolute Deviation (MAD) | 0.10760729 |
| Skewness | -0.27408126 |
| Sum | 0 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9365320496 | 280137 | |
| -1.067769117 | 245706 | |
| 0.8452117544 | 239576 | |
| -1.183135463 | 171149 | |
| 0.8289247643 | 143328 | |
| 0.8307389154 | 142907 | |
| -1.203747629 | 98624 | 6.9% |
| -1.206382103 | 98483 | 6.9% |
| Value | Count | Frequency (%) |
| -1.206382103 | 98483 | 6.9% |
| -1.203747629 | 98624 | 6.9% |
| -1.183135463 | 171149 | |
| -1.067769117 | 245706 | |
| 0.8289247643 | 143328 | |
| 0.8307389154 | 142907 | |
| 0.8452117544 | 239576 | |
| 0.9365320496 | 280137 |
| Value | Count | Frequency (%) |
| 0.9365320496 | 280137 | |
| 0.8452117544 | 239576 | |
| 0.8307389154 | 142907 | |
| 0.8289247643 | 143328 | |
| -1.067769117 | 245706 | |
| -1.183135463 | 171149 | |
| -1.203747629 | 98624 | 6.9% |
| -1.206382103 | 98483 | 6.9% |
is_Origination_channel_brok
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0993909 × 10-17 |
| Minimum | -0.36055104 |
|---|---|
| Maximum | 2.9789036 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1268065 |
| Negative (%) | 89.3% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.36055104 |
|---|---|
| 5-th percentile | -0.36055104 |
| Q1 | -0.36055104 |
| median | -0.33834045 |
| Q3 | -0.33569397 |
| 95-th percentile | 2.9556029 |
| Maximum | 2.9789036 |
| Range | 3.3394547 |
| Interquartile range (IQR) | 0.024857071 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 2.4393877 × 1016 |
| Kurtosis | 4.5017919 |
| Mean | 4.0993909 × 10-17 |
| Median Absolute Deviation (MAD) | 0.0026464745 |
| Skewness | 2.5477503 |
| Sum | 4.3655746 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.3605510449 | 465349 | |
| -0.3383404484 | 368537 | |
| -0.3356939739 | 217321 | |
| -0.33730537 | 216858 | |
| 2.773532387 | 60494 | 4.3% |
| 2.955602869 | 42188 | 3.0% |
| 2.964672635 | 24673 | 1.7% |
| 2.978903638 | 24490 | 1.7% |
| Value | Count | Frequency (%) |
| -0.3605510449 | 465349 | |
| -0.3383404484 | 368537 | |
| -0.33730537 | 216858 | |
| -0.3356939739 | 217321 | |
| 2.773532387 | 60494 | 4.3% |
| 2.955602869 | 42188 | 3.0% |
| 2.964672635 | 24673 | 1.7% |
| 2.978903638 | 24490 | 1.7% |
| Value | Count | Frequency (%) |
| 2.978903638 | 24490 | 1.7% |
| 2.964672635 | 24673 | 1.7% |
| 2.955602869 | 42188 | 3.0% |
| 2.773532387 | 60494 | 4.3% |
| -0.3356939739 | 217321 | |
| -0.33730537 | 216858 | |
| -0.3383404484 | 368537 | |
| -0.3605510449 | 465349 |
is_Origination_channel_corr
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0 |
| Minimum | -0.73737883 |
|---|---|
| Maximum | 1.5059965 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 957796 |
| Negative (%) | 67.5% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.73737883 |
|---|---|
| 5-th percentile | -0.73737883 |
| Q1 | -0.67652139 |
| median | -0.66429492 |
| Q3 | 1.356155 |
| 95-th percentile | 1.5059965 |
| Maximum | 1.5059965 |
| Range | 2.2433753 |
| Interquartile range (IQR) | 2.0326764 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | -1.4312634 |
| Mean | 0 |
| Median Absolute Deviation (MAD) | 0.07308391 |
| Skewness | 0.7474927 |
| Sum | -1.1641532 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7373788319 | 340632 | |
| -0.6765213939 | 281766 | |
| 1.356155014 | 185211 | |
| -0.6640121826 | 167818 | |
| -0.6642949218 | 167580 | |
| 1.478149854 | 128959 | 9.1% |
| 1.505996465 | 73993 | 5.2% |
| 1.505355479 | 73951 | 5.2% |
| Value | Count | Frequency (%) |
| -0.7373788319 | 340632 | |
| -0.6765213939 | 281766 | |
| -0.6642949218 | 167580 | |
| -0.6640121826 | 167818 | |
| 1.356155014 | 185211 | |
| 1.478149854 | 128959 | 9.1% |
| 1.505355479 | 73951 | 5.2% |
| 1.505996465 | 73993 | 5.2% |
| Value | Count | Frequency (%) |
| 1.505996465 | 73993 | 5.2% |
| 1.505355479 | 73951 | 5.2% |
| 1.478149854 | 128959 | 9.1% |
| 1.356155014 | 185211 | |
| -0.6640121826 | 167818 | |
| -0.6642949218 | 167580 | |
| -0.6765213939 | 281766 | |
| -0.7373788319 | 340632 |
is_Origination_channel_tpo
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1419910 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1419910 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2839820 | |
| . | 1419910 |
is_Property_type_cond
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.1987817 × 10-17 |
| Minimum | -0.27966045 |
|---|---|
| Maximum | 3.7472309 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1320181 |
| Negative (%) | 93.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.27966045 |
|---|---|
| 5-th percentile | -0.27966045 |
| Q1 | -0.27966045 |
| median | -0.27581226 |
| Q3 | -0.27055357 |
| 95-th percentile | 3.5757649 |
| Maximum | 3.7472309 |
| Range | 4.0268913 |
| Interquartile range (IQR) | 0.0091068766 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 1.2196938 × 1016 |
| Kurtosis | 9.3283241 |
| Mean | 8.1987817 × 10-17 |
| Median Absolute Deviation (MAD) | 0.003848183 |
| Skewness | 3.3650551 |
| Sum | 4.3655746 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2796604462 | 487700 | |
| -0.2758122631 | 381689 | |
| -0.2668637277 | 225735 | |
| -0.2705535695 | 225057 | |
| 3.575764874 | 38143 | 2.7% |
| 3.625654598 | 29036 | 2.0% |
| 3.696125695 | 16474 | 1.2% |
| 3.747230876 | 16076 | 1.1% |
| Value | Count | Frequency (%) |
| -0.2796604462 | 487700 | |
| -0.2758122631 | 381689 | |
| -0.2705535695 | 225057 | |
| -0.2668637277 | 225735 | |
| 3.575764874 | 38143 | 2.7% |
| 3.625654598 | 29036 | 2.0% |
| 3.696125695 | 16474 | 1.2% |
| 3.747230876 | 16076 | 1.1% |
| Value | Count | Frequency (%) |
| 3.747230876 | 16076 | 1.1% |
| 3.696125695 | 16474 | 1.2% |
| 3.625654598 | 29036 | 2.0% |
| 3.575764874 | 38143 | 2.7% |
| -0.2668637277 | 225735 | |
| -0.2705535695 | 225057 | |
| -0.2758122631 | 381689 | |
| -0.2796604462 | 487700 |
is_Property_type_coop
Real number (ℝ)
High correlation Skewed
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6863579 × 10-17 |
| Minimum | -0.035711993 |
|---|---|
| Maximum | 30.061281 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1418263 |
| Negative (%) | 99.9% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.035711993 |
|---|---|
| 5-th percentile | -0.035711993 |
| Q1 | -0.034006868 |
| median | -0.033967115 |
| Q3 | -0.033265382 |
| 95-th percentile | -0.033265382 |
| Maximum | 30.061281 |
| Range | 30.096993 |
| Interquartile range (IQR) | 0.00074148626 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 1.3010068 × 1016 |
| Kurtosis | 859.00505 |
| Mean | 7.6863579 × 10-17 |
| Median Absolute Deviation (MAD) | 3.975381 × 10-5 |
| Skewness | 29.335025 |
| Sum | 1.0913936 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.03396711456 | 525237 | |
| -0.03326538211 | 410271 | |
| -0.03571199345 | 241503 | |
| -0.03400686837 | 241252 | |
| 29.44023986 | 606 | < 0.1% |
| 30.06128102 | 454 | < 0.1% |
| 28.00179725 | 308 | < 0.1% |
| 29.40582441 | 279 | < 0.1% |
| Value | Count | Frequency (%) |
| -0.03571199345 | 241503 | |
| -0.03400686837 | 241252 | |
| -0.03396711456 | 525237 | |
| -0.03326538211 | 410271 | |
| 28.00179725 | 308 | < 0.1% |
| 29.40582441 | 279 | < 0.1% |
| 29.44023986 | 606 | < 0.1% |
| 30.06128102 | 454 | < 0.1% |
| Value | Count | Frequency (%) |
| 30.06128102 | 454 | < 0.1% |
| 29.44023986 | 606 | < 0.1% |
| 29.40582441 | 279 | < 0.1% |
| 28.00179725 | 308 | < 0.1% |
| -0.03326538211 | 410271 | |
| -0.03396711456 | 525237 | |
| -0.03400686837 | 241252 | |
| -0.03571199345 | 241503 |
is_Property_type_manu
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0993909 × 10-17 |
| Minimum | -0.076494215 |
|---|---|
| Maximum | 16.612903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1412858 |
| Negative (%) | 99.5% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.076494215 |
|---|---|
| 5-th percentile | -0.076494215 |
| Q1 | -0.076494215 |
| median | -0.073968711 |
| Q3 | -0.060643228 |
| 95-th percentile | -0.060194176 |
| Maximum | 16.612903 |
| Range | 16.689397 |
| Interquartile range (IQR) | 0.015850987 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | 2.4393877 × 1016 |
| Kurtosis | 205.41903 |
| Mean | 4.0993909 × 10-17 |
| Median Absolute Deviation (MAD) | 0.0025255047 |
| Skewness | 14.315827 |
| Sum | 8.5492502 × 10-11 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.07649421547 | 522784 | |
| -0.07396871074 | 408490 | |
| -0.06019417567 | 240938 | |
| -0.06064322818 | 240646 | |
| 13.07288393 | 3059 | 0.2% |
| 13.51922982 | 2235 | 0.2% |
| 16.48988733 | 885 | 0.1% |
| 16.61290297 | 873 | 0.1% |
| Value | Count | Frequency (%) |
| -0.07649421547 | 522784 | |
| -0.07396871074 | 408490 | |
| -0.06064322818 | 240646 | |
| -0.06019417567 | 240938 | |
| 13.07288393 | 3059 | 0.2% |
| 13.51922982 | 2235 | 0.2% |
| 16.48988733 | 885 | 0.1% |
| 16.61290297 | 873 | 0.1% |
| Value | Count | Frequency (%) |
| 16.61290297 | 873 | 0.1% |
| 16.48988733 | 885 | 0.1% |
| 13.51922982 | 2235 | 0.2% |
| 13.07288393 | 3059 | 0.2% |
| -0.06019417567 | 240938 | |
| -0.06064322818 | 240646 | |
| -0.07396871074 | 408490 | |
| -0.07649421547 | 522784 |
is_Property_type_pud
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0 |
| Minimum | -0.59066961 |
|---|---|
| Maximum | 1.735384 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1059606 |
| Negative (%) | 74.6% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -0.59066961 |
|---|---|
| 5-th percentile | -0.59066961 |
| Q1 | -0.59014463 |
| median | -0.57624134 |
| Q3 | 1.6929938 |
| 95-th percentile | 1.735384 |
| Maximum | 1.735384 |
| Range | 2.3260536 |
| Interquartile range (IQR) | 2.2831385 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | -0.7181401 |
| Mean | 0 |
| Median Absolute Deviation (MAD) | 0.013903298 |
| Skewness | 1.1319486 |
| Sum | 0 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.5762413368 | 394761 | |
| -0.583373327 | 306437 | |
| -0.5901446349 | 179349 | |
| -0.5906696108 | 179059 | |
| 1.735384007 | 131082 | 9.2% |
| 1.71416819 | 104288 | 7.3% |
| 1.692993819 | 62472 | 4.4% |
| 1.694499858 | 62462 | 4.4% |
| Value | Count | Frequency (%) |
| -0.5906696108 | 179059 | |
| -0.5901446349 | 179349 | |
| -0.583373327 | 306437 | |
| -0.5762413368 | 394761 | |
| 1.692993819 | 62472 | 4.4% |
| 1.694499858 | 62462 | 4.4% |
| 1.71416819 | 104288 | 7.3% |
| 1.735384007 | 131082 | 9.2% |
| Value | Count | Frequency (%) |
| 1.735384007 | 131082 | 9.2% |
| 1.71416819 | 104288 | 7.3% |
| 1.694499858 | 62462 | 4.4% |
| 1.692993819 | 62472 | 4.4% |
| -0.5762413368 | 394761 | |
| -0.583373327 | 306437 | |
| -0.5901446349 | 179349 | |
| -0.5906696108 | 179059 |
is_Property_type_sing
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.0993909 × 10-17 |
| Minimum | -1.4288068 |
|---|---|
| Maximum | 0.70447137 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 468732 |
| Negative (%) | 33.0% |
| Memory size | 10.8 MiB |
Quantile statistics
| Minimum | -1.4288068 |
|---|---|
| 5-th percentile | -1.4288068 |
| Q1 | -1.4211784 |
| median | 0.6998847 |
| Q3 | 0.70364142 |
| 95-th percentile | 0.70447137 |
| Maximum | 0.70447137 |
| Range | 2.1332781 |
| Interquartile range (IQR) | 2.1248198 |
Descriptive statistics
| Standard deviation | 1.0000004 |
|---|---|
| Coefficient of variation (CV) | -2.4393877 × 1016 |
| Kurtosis | -1.4779083 |
| Mean | -4.0993909 × 10-17 |
| Median Absolute Deviation (MAD) | 0.0037567191 |
| Skewness | -0.72253797 |
| Sum | -1.1641532 × 10-10 |
| Variance | 1.0000007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6998846979 | 352953 | |
| 0.703641417 | 274712 | |
| -1.428806778 | 172890 | |
| 0.701294012 | 162092 | |
| 0.704471372 | 161421 | |
| -1.421178424 | 136013 | 9.6% |
| -1.419504099 | 80110 | 5.6% |
| -1.425935461 | 79719 | 5.6% |
| Value | Count | Frequency (%) |
| -1.428806778 | 172890 | |
| -1.425935461 | 79719 | 5.6% |
| -1.421178424 | 136013 | 9.6% |
| -1.419504099 | 80110 | 5.6% |
| 0.6998846979 | 352953 | |
| 0.701294012 | 162092 | |
| 0.703641417 | 274712 | |
| 0.704471372 | 161421 |
| Value | Count | Frequency (%) |
| 0.704471372 | 161421 | |
| 0.703641417 | 274712 | |
| 0.701294012 | 162092 | |
| 0.6998846979 | 352953 | |
| -1.419504099 | 80110 | 5.6% |
| -1.421178424 | 136013 | 9.6% |
| -1.425935461 | 79719 | 5.6% |
| -1.428806778 | 172890 |
DFlag
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 81.2 MiB |
| 0.0 | |
|---|---|
| 1.0 | 36873 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1383037 | |
| 1.0 | 36873 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1383037 | |
| 1.0 | 36873 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4259730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2802947 | |
| . | 1419910 | |
| 1 | 36873 | 0.9% |
Interactions
Correlations
| CLoan_to_value | Credit_Score | DFlag | Debt_to_income | Mortgage_Insurance | Number_of_units | OLoan_to_value | Single_borrower | is_First_time_homeowner | is_First_time_homeowner_No | is_Loan_purpose_cash | is_Loan_purpose_noca | is_Loan_purpose_purc | is_Occupancy_status_inve | is_Occupancy_status_prim | is_Occupancy_status_seco | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_reta | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLoan_to_value | 1.000 | 0.135 | 0.033 | 0.012 | 0.720 | 0.008 | 0.987 | 0.015 | 0.385 | -0.385 | -0.375 | -0.183 | 0.543 | -0.050 | 0.063 | 0.026 | 0.014 | 0.086 | -0.083 | 0.033 | -0.040 | 0.017 | 0.034 | -0.059 |
| Credit_Score | 0.135 | 1.000 | 0.043 | 0.008 | 0.098 | 0.001 | 0.131 | 0.008 | 0.031 | -0.031 | -0.070 | 0.027 | 0.057 | 0.012 | -0.015 | 0.002 | 0.023 | 0.019 | -0.039 | 0.006 | 0.001 | -0.002 | 0.029 | -0.035 |
| DFlag | 0.033 | 0.043 | 1.000 | 0.045 | 0.039 | 0.008 | 0.037 | 0.033 | 0.035 | 0.035 | 0.005 | 0.058 | 0.052 | 0.004 | 0.006 | 0.004 | 0.000 | 0.033 | 0.032 | 0.004 | 0.000 | 0.004 | 0.006 | 0.007 |
| Debt_to_income | 0.012 | 0.008 | 0.045 | 1.000 | 0.011 | 0.004 | 0.012 | 0.004 | -0.018 | 0.018 | 0.021 | -0.047 | 0.027 | 0.015 | -0.017 | 0.001 | 0.012 | 0.004 | -0.026 | 0.002 | 0.002 | -0.015 | 0.029 | -0.038 |
| Mortgage_Insurance | 0.720 | 0.098 | 0.039 | 0.011 | 1.000 | 0.364 | 0.725 | 0.194 | 0.556 | -0.556 | -0.500 | -0.338 | 0.568 | 0.095 | -0.069 | 0.394 | 0.192 | 0.178 | -0.165 | 0.218 | -0.435 | 0.235 | -0.098 | -0.044 |
| Number_of_units | 0.008 | 0.001 | 0.008 | 0.004 | 0.364 | 1.000 | 0.008 | 0.414 | 0.468 | -0.468 | -0.543 | -0.499 | 0.324 | 0.320 | -0.299 | 0.840 | 0.366 | 0.242 | -0.219 | 0.383 | -0.891 | 0.446 | -0.321 | 0.099 |
| OLoan_to_value | 0.987 | 0.131 | 0.037 | 0.012 | 0.725 | 0.008 | 1.000 | 0.017 | 0.384 | -0.384 | -0.366 | -0.189 | 0.541 | -0.049 | 0.061 | 0.026 | 0.015 | 0.082 | -0.079 | 0.033 | -0.039 | 0.018 | 0.030 | -0.056 |
| Single_borrower | 0.015 | 0.008 | 0.033 | 0.004 | 0.194 | 0.414 | 0.017 | 1.000 | 0.265 | -0.265 | -0.241 | -0.266 | 0.172 | 0.181 | -0.165 | 0.430 | 0.194 | 0.127 | -0.115 | 0.236 | -0.461 | 0.237 | -0.139 | -0.025 |
| is_First_time_homeowner | 0.385 | 0.031 | 0.035 | -0.018 | 0.556 | 0.468 | 0.384 | 0.265 | 1.000 | -1.000 | -0.498 | -0.463 | 0.613 | 0.126 | -0.090 | 0.485 | 0.264 | 0.205 | -0.198 | 0.311 | -0.541 | 0.311 | -0.164 | -0.037 |
| is_First_time_homeowner_No | -0.385 | -0.031 | 0.035 | 0.018 | -0.556 | -0.468 | -0.384 | -0.265 | -1.000 | 1.000 | 0.498 | 0.463 | -0.613 | -0.126 | 0.090 | -0.485 | -0.264 | -0.205 | 0.198 | -0.311 | 0.541 | -0.311 | 0.164 | 0.037 |
| is_Loan_purpose_cash | -0.375 | -0.070 | 0.005 | 0.021 | -0.500 | -0.543 | -0.366 | -0.241 | -0.498 | 0.498 | 1.000 | 0.067 | -0.660 | -0.160 | 0.157 | -0.517 | -0.231 | -0.200 | 0.198 | -0.256 | 0.537 | -0.267 | 0.129 | 0.033 |
| is_Loan_purpose_noca | -0.183 | 0.027 | 0.058 | -0.047 | -0.338 | -0.499 | -0.189 | -0.266 | -0.463 | 0.463 | 0.067 | 1.000 | -0.594 | -0.212 | 0.206 | -0.534 | -0.226 | -0.182 | 0.156 | -0.271 | 0.558 | -0.294 | 0.151 | 0.031 |
| is_Loan_purpose_purc | 0.543 | 0.057 | 0.052 | 0.027 | 0.568 | 0.324 | 0.541 | 0.172 | 0.613 | -0.613 | -0.660 | -0.594 | 1.000 | 0.099 | -0.108 | 0.375 | 0.189 | 0.203 | -0.197 | 0.240 | -0.377 | 0.226 | -0.058 | -0.101 |
| is_Occupancy_status_inve | -0.050 | 0.012 | 0.004 | 0.015 | 0.095 | 0.320 | -0.049 | 0.181 | 0.126 | -0.126 | -0.160 | -0.212 | 0.099 | 1.000 | -0.949 | 0.336 | -0.357 | -0.228 | 0.193 | -0.397 | -0.362 | -0.463 | 0.301 | -0.394 |
| is_Occupancy_status_prim | 0.063 | -0.015 | 0.006 | -0.017 | -0.069 | -0.299 | 0.061 | -0.165 | -0.090 | 0.090 | 0.157 | 0.206 | -0.108 | -0.949 | 1.000 | -0.408 | 0.341 | 0.218 | -0.184 | 0.371 | 0.339 | 0.441 | -0.289 | 0.384 |
| is_Occupancy_status_seco | 0.026 | 0.002 | 0.004 | 0.001 | 0.394 | 0.840 | 0.026 | 0.430 | 0.485 | -0.485 | -0.517 | -0.534 | 0.375 | 0.336 | -0.408 | 1.000 | 0.406 | 0.274 | -0.243 | 0.444 | -0.941 | 0.501 | -0.262 | -0.023 |
| is_Origination_channel_brok | 0.014 | 0.023 | 0.000 | 0.012 | 0.192 | 0.366 | 0.015 | 0.194 | 0.264 | -0.264 | -0.231 | -0.226 | 0.189 | -0.357 | 0.341 | 0.406 | 1.000 | 0.272 | -0.556 | 0.687 | -0.429 | 0.777 | -0.440 | 0.277 |
| is_Origination_channel_corr | 0.086 | 0.019 | 0.033 | 0.004 | 0.178 | 0.242 | 0.082 | 0.127 | 0.205 | -0.205 | -0.200 | -0.182 | 0.203 | -0.228 | 0.218 | 0.274 | 0.272 | 1.000 | -0.835 | 0.440 | -0.289 | 0.499 | -0.253 | 0.151 |
| is_Origination_channel_reta | -0.083 | -0.039 | 0.032 | -0.026 | -0.165 | -0.219 | -0.079 | -0.115 | -0.198 | 0.198 | 0.198 | 0.156 | -0.197 | 0.193 | -0.184 | -0.243 | -0.556 | -0.835 | 1.000 | -0.396 | 0.257 | -0.437 | 0.218 | -0.120 |
| is_Property_type_cond | 0.033 | 0.006 | 0.004 | 0.002 | 0.218 | 0.383 | 0.033 | 0.236 | 0.311 | -0.311 | -0.256 | -0.271 | 0.240 | -0.397 | 0.371 | 0.444 | 0.687 | 0.440 | -0.396 | 1.000 | -0.461 | 0.846 | -0.530 | 0.171 |
| is_Property_type_coop | -0.040 | 0.001 | 0.000 | 0.002 | -0.435 | -0.891 | -0.039 | -0.461 | -0.541 | 0.541 | 0.537 | 0.558 | -0.377 | -0.362 | 0.339 | -0.941 | -0.429 | -0.289 | 0.257 | -0.461 | 1.000 | -0.529 | 0.279 | 0.011 |
| is_Property_type_manu | 0.017 | -0.002 | 0.004 | -0.015 | 0.235 | 0.446 | 0.018 | 0.237 | 0.311 | -0.311 | -0.267 | -0.294 | 0.226 | -0.463 | 0.441 | 0.501 | 0.777 | 0.499 | -0.437 | 0.846 | -0.529 | 1.000 | -0.557 | 0.350 |
| is_Property_type_pud | 0.034 | 0.029 | 0.006 | 0.029 | -0.098 | -0.321 | 0.030 | -0.139 | -0.164 | 0.164 | 0.129 | 0.151 | -0.058 | 0.301 | -0.289 | -0.262 | -0.440 | -0.253 | 0.218 | -0.530 | 0.279 | -0.557 | 1.000 | -0.831 |
| is_Property_type_sing | -0.059 | -0.035 | 0.007 | -0.038 | -0.044 | 0.099 | -0.056 | -0.025 | -0.037 | 0.037 | 0.033 | 0.031 | -0.101 | -0.394 | 0.384 | -0.023 | 0.277 | 0.151 | -0.120 | 0.171 | 0.011 | 0.350 | -0.831 | 1.000 |
Missing values
Sample
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.155715 | -0.602523 | -0.123232 | -0.502733 | -0.820477 | -0.470853 | 1.017665 | -0.913772 | -0.628904 | 1.680312 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | -1.203748 | 2.964673 | -0.664295 | 0.0 | 3.696126 | -0.034007 | -0.060643 | -0.59067 | -1.419504 | 0.0 |
| 1 | 0.272707 | -0.602523 | -0.123232 | 0.274078 | 0.726694 | 0.300580 | 1.017665 | 1.094365 | -0.628904 | -0.595128 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | 3.696126 | -0.034007 | -0.060643 | -0.59067 | -1.419504 | 0.0 |
| 2 | 0.038724 | -0.094432 | -0.123232 | 0.597749 | -0.939490 | 0.622010 | -0.982641 | -0.913772 | -0.628904 | 1.680312 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | -1.203748 | -0.337305 | 1.505355 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 3 | 1.013652 | 1.514524 | -0.123232 | 0.921420 | 0.964720 | 0.943441 | -0.982641 | 1.094365 | -0.628904 | -0.595128 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 4 | -0.468239 | 1.514524 | -0.123232 | 0.921420 | -0.106398 | 0.943441 | -0.982641 | 1.094365 | -0.628904 | -0.595128 | 1.994407 | -1.994407 | 0.294838 | -0.245617 | -0.153712 | -1.203748 | -0.337305 | 1.505355 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 5 | -0.390245 | -0.602523 | -0.123232 | 0.274078 | 0.369655 | 0.300580 | -0.982641 | -0.913772 | 1.590069 | -0.595128 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 6 | 1.169641 | 1.937933 | -0.123232 | 1.245091 | 0.488668 | 1.264871 | -0.982641 | 1.094365 | -0.628904 | -0.595128 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 7 | 0.779669 | 1.937933 | -0.123232 | 1.245091 | 0.488668 | 1.264871 | 1.017665 | 1.094365 | -0.628904 | -0.595128 | 1.994407 | -1.994407 | 0.294838 | -0.245617 | -0.153712 | -1.203748 | -0.337305 | 1.505355 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 8 | 0.116718 | -0.602523 | -0.123232 | -3.415773 | 1.559786 | -3.363726 | 1.017665 | -0.913772 | 1.590069 | -0.595128 | -0.501402 | 0.501402 | 0.294838 | -0.245617 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| 9 | 1.208638 | -0.602523 | -0.123232 | -1.603215 | 0.845707 | -1.563716 | -0.982641 | -0.913772 | -0.628904 | 1.680312 | -0.501402 | 0.501402 | -3.391688 | 4.071378 | -0.153712 | 0.830739 | -0.337305 | -0.664295 | 0.0 | -0.270554 | -0.034007 | -0.060643 | -0.59067 | 0.704471 | 0.0 |
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1419900 | 0.757613 | -0.681942 | -0.129209 | 0.212623 | 1.334833 | 0.226248 | 0.96393 | 1.000721 | -0.617962 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419901 | -1.151666 | -0.681942 | -0.129209 | 0.212623 | -0.698384 | 0.226248 | 0.96393 | 1.000721 | -0.617962 | -0.537292 | 1.742325 | -1.742325 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419902 | -0.884367 | -0.681942 | -0.129209 | 0.028658 | -0.698384 | 0.041972 | -1.03742 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | -1.067769 | -0.360551 | 1.356155 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419903 | 1.063098 | -0.681942 | -0.129209 | 0.212623 | 0.617227 | 0.226248 | 0.96393 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | -1.067769 | -0.360551 | 1.356155 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419904 | -0.006098 | -0.681942 | -0.129209 | -0.523237 | 0.736828 | -0.510856 | 0.96393 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | -1.067769 | -0.360551 | 1.356155 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419905 | 0.681242 | -0.681942 | -0.129209 | -2.424208 | -1.057187 | -2.415042 | -1.03742 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | -1.067769 | -0.360551 | 1.356155 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419906 | -0.197026 | -0.681942 | -0.129209 | -2.240243 | 0.378025 | -2.230766 | -1.03742 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | -1.067769 | -0.360551 | 1.356155 | 0.0 | -0.27966 | -0.033967 | -0.076494 | 1.735384 | -1.428807 | 0.0 |
| 1419907 | -1.609892 | -0.681942 | -0.129209 | -0.461915 | 0.976030 | -0.449431 | -1.03742 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419908 | -1.304408 | -0.681942 | -0.129209 | -2.056278 | -0.578783 | -2.046490 | -1.03742 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
| 1419909 | 0.948541 | -0.681942 | -0.129209 | -0.829845 | 0.617227 | -0.817983 | 0.96393 | -0.999280 | -0.617962 | 1.861186 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.27966 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 |
Duplicate rows
Most frequently occurring
| Credit_Score | Mortgage_Insurance | Number_of_units | CLoan_to_value | Debt_to_income | OLoan_to_value | Single_borrower | is_Loan_purpose_purc | is_Loan_purpose_cash | is_Loan_purpose_noca | is_First_time_homeowner | is_First_time_homeowner_No | is_Occupancy_status_prim | is_Occupancy_status_inve | is_Occupancy_status_seco | is_Origination_channel_reta | is_Origination_channel_brok | is_Origination_channel_corr | is_Origination_channel_tpo | is_Property_type_cond | is_Property_type_coop | is_Property_type_manu | is_Property_type_pud | is_Property_type_sing | DFlag | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 53950 | 0.184829 | -0.681942 | -0.129209 | 0.212623 | 0.856429 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 22 |
| 117154 | 1.101283 | -0.681942 | -0.129209 | 0.212623 | 0.976030 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 20 |
| 56251 | 0.223015 | -0.681942 | -0.129209 | 0.212623 | 0.856429 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 18 |
| 69433 | 0.413943 | -0.681942 | -0.129209 | 0.212623 | 0.976030 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 18 |
| 87029 | 0.681242 | -0.681942 | -0.129209 | 0.212623 | 0.856429 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 17 |
| 92278 | 0.757613 | -0.681942 | -0.129209 | 0.212623 | 0.856429 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 17 |
| 126877 | 1.214546 | 1.302941 | -0.133642 | 1.204054 | 0.673519 | 1.214660 | 0.959832 | 0.810294 | -0.615207 | -0.372384 | 1.531773 | -1.531773 | 0.308426 | -0.251589 | -0.167639 | 0.845212 | -0.338340 | -0.676521 | 0.0 | -0.275812 | -0.033265 | -0.073969 | -0.583373 | 0.703641 | 0.0 | 17 |
| 74332 | 0.490314 | -0.681942 | -0.129209 | 0.212623 | 0.976030 | 0.226248 | -1.037420 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 16 |
| 81898 | 0.604871 | -0.681942 | -0.129209 | 0.212623 | 0.976030 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 16 |
| 104922 | 0.948541 | -0.681942 | -0.129209 | 0.212623 | 0.976030 | 0.226248 | 0.963930 | -0.999280 | 1.618222 | -0.537292 | -0.573946 | 0.573946 | 0.289457 | -0.230218 | -0.166504 | 0.936532 | -0.360551 | -0.737379 | 0.0 | -0.279660 | -0.033967 | -0.076494 | -0.576241 | 0.699885 | 0.0 | 16 |